US10756774B2 - Nonlinear interference cancellation - Google Patents
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- US10756774B2 US10756774B2 US16/224,658 US201816224658A US10756774B2 US 10756774 B2 US10756774 B2 US 10756774B2 US 201816224658 A US201816224658 A US 201816224658A US 10756774 B2 US10756774 B2 US 10756774B2
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- H—ELECTRICITY
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- H04B1/00—Details of transmission systems, not covered by a single one of groups H04B3/00 - H04B13/00; Details of transmission systems not characterised by the medium used for transmission
- H04B1/38—Transceivers, i.e. devices in which transmitter and receiver form a structural unit and in which at least one part is used for functions of transmitting and receiving
- H04B1/40—Circuits
- H04B1/50—Circuits using different frequencies for the two directions of communication
- H04B1/52—Hybrid arrangements, i.e. arrangements for transition from single-path two-direction transmission to single-direction transmission on each of two paths or vice versa
- H04B1/525—Hybrid arrangements, i.e. arrangements for transition from single-path two-direction transmission to single-direction transmission on each of two paths or vice versa with means for reducing leakage of transmitter signal into the receiver
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04B—TRANSMISSION
- H04B1/00—Details of transmission systems, not covered by a single one of groups H04B3/00 - H04B13/00; Details of transmission systems not characterised by the medium used for transmission
- H04B1/02—Transmitters
- H04B1/04—Circuits
- H04B1/0475—Circuits with means for limiting noise, interference or distortion
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04B—TRANSMISSION
- H04B7/00—Radio transmission systems, i.e. using radiation field
- H04B7/02—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas
- H04B7/04—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas
- H04B7/0413—MIMO systems
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Definitions
- the present disclosure relates generally to cellular and wireless devices and, more particularly, to cellular and wireless devices having a transceiver capable of reducing nonlinear interference (e.g., cross-modulation products) present in signals transmitted using an uplink multiple-input, multiple-output (UL-MIMO) mode of operation.
- a transceiver capable of reducing nonlinear interference (e.g., cross-modulation products) present in signals transmitted using an uplink multiple-input, multiple-output (UL-MIMO) mode of operation.
- UL-MIMO uplink multiple-input, multiple-output
- Transceivers are commonly included in various electronic devices, and particularly, portable electronic devices such as, for example, phones (e.g., mobile and cellular phones, cordless phones, personal assistance devices), computers (e.g., laptops, tablet computers), internet connectivity routers (e.g., Wi-Fi routers or modems), radios, televisions, or any of various other stationary or handheld devices.
- Certain types of transceivers known as wireless transceivers, may be used to generate wireless signals to be transmitted by way of an antenna in the transceiver.
- certain transceivers include multiple antennas such that each antenna may concurrently transmit a respective signal within the same frequency band over a wireless channel (e.g., air).
- concurrently transmitting signals from antennas that are proximate to one another may introduce distortion, such as nonlinear interference, into the transmitted signals.
- the transceiver may include multiple antennas to operate in an uplink multiple-input, multiple output (UL-MIMO) (e.g., spatial multiplexing) mode.
- UL-MIMO uplink multiple-input, multiple output
- two or more of the antennas may concurrently transmit a respective data signal within the same frequency band.
- the antennas may become coupled. For instance, a first antenna of a first transmitter within the transceiver may transmit a first signal while simultaneously receiving a second signal transmitted by a second antenna of a second transmitter of the transceiver. Similarly, the second antenna may receive the first signal while transmitting the second signal.
- nonlinear elements of the transceiver may cross-modulate the signal transmitted at the first antenna with signals received from proximate, coupled antennas (e.g., the second antenna).
- the first antenna may transmit the first signal with nonlinear interference (e.g., cross-modulation products and/or intermodulation distortion)
- the second antenna may transmit the second signal with nonlinear interference, which may degrade certain performance characteristics, such as the adjacent channel leakage ratio (ACLR) and/or the error vector magnitude (EVM) of the transceiver.
- ACLR adjacent channel leakage ratio
- EVM error vector magnitude
- the transceiver may include circuitry and/or logic, such as a multiple-input, multiple output intermodulation (MIMO IMD) cancellation block, implemented to estimate cross-modulation products present in a transmitted signal.
- MIMO IMD multiple-input, multiple output intermodulation
- the MIMO IMD cancellation block may estimate the cross-modulation products based in part on the signals expected to be transmitted by the transceiver before distortion is introduced by nonlinear interference (e.g., expected signals) and the signals transmitted by the transceiver (e.g., transmission signals), which may include nonlinear interference.
- the MIMO IMD cancellation block may estimate the cross-modulation products and scale the estimated cross-modulation products using a set of weight factors based in part on a model, such as a Volterra model. Further, the transceiver may inject the inverse of the estimated cross-modulation products into the expected signals to offset the nonlinear interference predicted to be present in the transmission signals.
- the representative embodiments discussed in the present disclosure relate to techniques in which nonlinear interference resulting from antenna coupling may be reduced in transmitted signals. More specifically, in some embodiments, the nonlinear interference may be predicted based on expected signals, transmission signals, and a set of weight factors. The expected signals may then be modified based on the prediction to offset the nonlinear interference. Further, in some embodiments, a method to determine the set of weight factors based in part on one or more of the expected signals and one or more of the transmission signals may be employed regularly and/or based in part on certain conditions of the transceiver and/or an electronic device such that the efficacy of the predictions may be improved.
- FIG. 1 is a schematic block diagram of an electronic device including a transceiver, in accordance with an embodiment
- FIG. 2 is a perspective view of a notebook computer representing an embodiment of the electronic device of FIG. 1 ;
- FIG. 3 is a front view of a hand-held device representing another embodiment of the electronic device of FIG. 1 ;
- FIG. 4 is a front view of another hand-held device representing another embodiment of the electronic device of FIG. 1 ;
- FIG. 5 is a front view of a desktop computer representing another embodiment of the electronic device of FIG. 1 ;
- FIG. 6 is a front view and side view of a wearable electronic device representing another embodiment of the electronic device of FIG. 1 ;
- FIG. 7 is a schematic block diagram of an embodiment of a transmitter of the transceiver that may exhibit non-linear interference, in accordance with an embodiment
- FIG. 8 is schematic block diagram of a transmitter including a multiple-input, multiple-output intermodulation distortion (MIMO IMD) cancellation block, in accordance with an embodiment
- FIG. 9 is a schematic block diagram of the MIMO IMD cancellation block of FIG. 8 , in accordance with an embodiment
- FIG. 10 is a block diagram of a method for operating the transmitter of FIG. 8 in an UL-MIMO mode, in accordance with an embodiment.
- FIG. 11 is a block diagram of a method for calculating a set of weight factors used to scale cross-modulation products predicted according to the method of FIG. 10 , in accordance with an embodiment.
- an electronic device 10 may include, among other things, one or more processor(s) 12 , memory 14 , nonvolatile storage 16 , a display 18 , input structures 22 , an input/output (I/O) interface 24 , a network interface 26 , a transceiver 28 , and a power source 29 .
- processor(s) 12 may include, among other things, one or more processor(s) 12 , memory 14 , nonvolatile storage 16 , a display 18 , input structures 22 , an input/output (I/O) interface 24 , a network interface 26 , a transceiver 28 , and a power source 29 .
- FIG. 1 may include hardware elements (including circuitry), software elements (including computer code stored on a computer-readable medium) or a combination of both hardware and software elements. It should be noted that FIG. 1 is merely one example of a particular implementation and is intended to illustrate the types of components that may be present in the electronic device 10 .
- the electronic device 10 may represent a block diagram of the notebook computer depicted in FIG. 2 , the handheld device depicted in FIG. 3 , the handheld device depicted in FIG. 4 , the desktop computer depicted in FIG. 5 , the wearable electronic device depicted in FIG. 6 , or similar devices.
- the processor(s) 12 and other related items in FIG. 1 may be generally referred to herein as “data processing circuitry.” Such data processing circuitry may be embodied wholly or in part as software, firmware, hardware, or any combination thereof. Furthermore, the data processing circuitry may be a single contained processing module or may be incorporated wholly or partially within any of the other elements within the electronic device 10 .
- the processor(s) 12 may be operably coupled with the memory 14 and the nonvolatile storage 16 to perform various algorithms.
- Such programs or instructions executed by the processor(s) 12 may be stored in any suitable article of manufacture that includes one or more tangible, computer-readable media at least collectively storing the instructions or routines, such as the memory 14 and the nonvolatile storage 16 .
- the memory 14 and the nonvolatile storage 16 may include any suitable articles of manufacture for storing data and executable instructions, such as random-access memory, read-only memory, rewritable flash memory, hard drives, and optical discs.
- programs (e.g., an operating system) encoded on such a computer program product may also include instructions that may be executed by the processor(s) 12 to enable the electronic device 10 to provide various functionalities.
- the display 18 may be a liquid crystal display (LCD), which may allow users to view images generated on the electronic device 10 .
- the display 18 may include a touch screen, which may allow users to interact with a user interface of the electronic device 10 .
- the display 18 may include one or more organic light emitting diode (OLED) displays, or some combination of LCD panels and OLED panels.
- OLED organic light emitting diode
- the input structures 22 of the electronic device 10 may enable a user to interact with the electronic device 10 (e.g., pressing a button to increase or decrease a volume level).
- the I/O interface 24 may enable the electronic device 10 to interface with various other electronic devices, as may the network interface 26 .
- the network interface 26 may include, for example, one or more interfaces for a personal area network (PAN), such as a Bluetooth network, for a local area network (LAN) or wireless local area network (WLAN), such as an 802.11x Wi-Fi network, and/or for a wide area network (WAN), such as a 3 rd generation (3G) cellular network, 4th generation (4G) cellular network, 5 th generation (5G) cellular network, long term evolution (LTE) cellular network, long term evolution enhanced license assisted access (LTE-eLAA) cellular network, or long term evolution advanced (LTE-A) cellular network.
- PAN personal area network
- LAN local area network
- WLAN wireless local area network
- WAN wide area network
- 3G 3 rd generation
- 4G 4th generation
- 5G 5 th generation
- LTE long term evolution
- LTE-eLAA long term evolution enhanced license assisted access
- LTE-A long term evolution advanced
- the network interface 26 may also include one or more interfaces for, for example, broadband fixed wireless access networks (WiMAX), mobile broadband Wireless networks (mobile WiMAX), asynchronous digital subscriber lines (e.g., ADSL, VDSL), digital video broadcasting-terrestrial (DVB-T) and its extension DVB Handheld (DVB-H), ultra-wideband (UWB), alternating current (AC) power lines, and so forth.
- WiMAX broadband fixed wireless access networks
- mobile WiMAX mobile broadband Wireless networks
- asynchronous digital subscriber lines e.g., ADSL, VDSL
- DVD-T digital video broadcasting-terrestrial
- DVD-H extension DVB Handheld
- UWB ultra-wideband
- AC alternating current
- the electronic device 10 may include a transceiver 28 .
- the transceiver 28 may include any circuitry that may be useful in both wirelessly receiving and wirelessly transmitting signals (e.g., data signals). Indeed, in some embodiments, as will be further appreciated, the transceiver 28 may include a transmitter and a receiver combined into a single unit, or, in other embodiments, the transceiver 28 may include a transmitter separate from the receiver.
- the transceiver 28 may transmit and receive OFDM signals (e.g., OFDM data symbols) to support data communication in wireless applications such as, for example, PAN networks (e.g., Bluetooth), WLAN networks (e.g., 802.11x Wi-Fi), WAN networks (e.g., 3G, 4G, 5G, and LTE, LTE-eLAA, and LTE-A cellular networks), WiMAX networks, mobile WiMAX networks, ADSL and VDSL networks, DVB-T and DVB-H networks, UWB networks, and so forth. Further, as described in greater detail below, the transceiver 28 may include two or more antennas, which may each transmit and/or receive data.
- PAN networks e.g., Bluetooth
- WLAN networks e.g., 802.11x Wi-Fi
- WAN networks e.g., 3G, 4G, 5G, and LTE, LTE-eLAA, and LTE-A cellular networks
- WiMAX networks mobile WiMAX networks
- the transceiver 28 may use the two or more antennas to operate in an uplink multiple-input, multiple output (UL-MIMO) (e.g., spatial multiplexing) mode of operation.
- UL-MIMO uplink multiple-input, multiple output
- the transceiver 28 may concurrently transmit multiple data signals within the same frequency band, which may increase the bit rate of data transmitted by the transceiver 28 .
- the transceiver 28 may support data communication in certain wireless applications, such as a 5G and/or LTE network.
- the electronic device 10 may include a power source 29 .
- the power source 29 may include any suitable source of power, such as a rechargeable lithium polymer (Li-poly) battery and/or an alternating current (AC) power converter.
- Li-poly rechargeable lithium polymer
- AC alternating current
- the electronic device 10 may take the form of a computer, a portable electronic device, a wearable electronic device, or other type of electronic device.
- Such computers may include computers that are generally portable (such as laptop, notebook, and tablet computers) as well as computers that are generally used in one place (such as conventional desktop computers, workstations and/or servers).
- the electronic device 10 in the form of a computer may be a model of a MacBook®, MacBook® Pro, MacBook Air®, iMac®, Mac® mini, or Mac Pro® available from Apple Inc.
- the electronic device 10 taking the form of a notebook computer 10 A, is illustrated in FIG. 2 in accordance with one embodiment of the present disclosure.
- the depicted computer 10 A may include a housing or enclosure 36 , a display 18 , input structures 22 , and ports of an I/O interface 24 .
- the input structures 22 (such as a keyboard and/or touchpad) may be used to interact with the computer 10 A, such as to start, control, or operate a GUI or applications running on computer 10 A.
- a keyboard and/or touchpad may allow a user to navigate a user interface or application interface displayed on display 18 .
- FIG. 3 depicts a front view of a handheld device 10 B, which represents one embodiment of the electronic device 10 .
- the handheld device 10 B may represent, for example, a portable phone, a media player, a personal data organizer, a handheld game platform, or any combination of such devices.
- the handheld device 10 B may be a model of an iPhone® available from Apple Inc. of Cupertino, Calif.
- the handheld device 10 B may include an enclosure 36 to protect interior components from physical damage and to shield them from electromagnetic interference.
- the enclosure 36 may surround the display 18 .
- the I/O interfaces 24 may open through the enclosure 36 and may include, for example, an I/O port for a hard wired connection for charging and/or content manipulation using a standard connector and protocol, such as the Lightning connector provided by Apple Inc., a universal serial bus (USB), or other similar connector and protocol.
- a standard connector and protocol such as the Lightning connector provided by Apple Inc., a universal serial bus (USB), or other similar connector and protocol.
- USB universal serial bus
- Input structures 22 may allow a user to control the handheld device 10 B.
- the input structures 22 may activate or deactivate the handheld device 10 B, navigate user interface to a home screen, a user-configurable application screen, and/or activate a voice-recognition feature of the handheld device 10 B.
- Other input structures 22 may provide volume control or may toggle between vibrate and ring modes.
- the input structures 22 may also include a microphone that may obtain a user's voice for various voice-related features, and a speaker that may enable audio playback and/or certain phone capabilities.
- the input structures 22 may also include a headphone input that may provide a connection to external speakers and/or headphones.
- FIG. 4 depicts a front view of another handheld device 10 C, which represents another embodiment of the electronic device 10 .
- the handheld device 10 C may represent, for example, a tablet computer, or one of various portable computing devices.
- the handheld device 10 C may be a tablet-sized embodiment of the electronic device 10 , which may be, for example, a model of an iPad® available from Apple Inc. of Cupertino, Calif.
- a computer 10 D may represent another embodiment of the electronic device 10 of FIG. 1 .
- the computer 10 D may be any computer, such as a desktop computer, a server, or a notebook computer, but may also be a standalone media player or video gaming machine.
- the computer 10 D may be an iMac®, a MacBook®, or other similar device by Apple Inc.
- the computer 10 D may also represent a personal computer (PC) by another manufacturer.
- a similar enclosure 36 may be provided to protect and enclose internal components of the computer 10 D such as the display 18 .
- a user of the computer 10 D may interact with the computer 10 D using various peripheral input devices, such as the keyboard 22 A or mouse 22 B (e.g., input structures 22 ), which may connect to the computer 10 D.
- FIG. 6 depicts a wearable electronic device 10 E representing another embodiment of the electronic device 10 of FIG. 1 that may be configured to operate using the techniques described herein.
- the wearable electronic device 10 E which may include a wristband 43 , may be an Apple Watch® by Apple Inc.
- the wearable electronic device 10 E may include any wearable electronic device such as, for example, a wearable exercise monitoring device (e.g., pedometer, accelerometer, heart rate monitor), or other device by another manufacturer.
- a wearable exercise monitoring device e.g., pedometer, accelerometer, heart rate monitor
- the display 18 of the wearable electronic device 10 E may include a touch screen display 18 (e.g., LCD, OLED display, active-matrix organic light emitting diode (AMOLED) display, and so forth), as well as input structures 22 , which may allow users to interact with a user interface of the wearable electronic device 10 E.
- a touch screen display 18 e.g., LCD, OLED display, active-matrix organic light emitting diode (AMOLED) display, and so forth
- input structures 22 may allow users to interact with a user interface of the wearable electronic device 10 E.
- each embodiment e.g., notebook computer 10 A, handheld device 10 B, handheld device 10 C, computer 10 D, and wearable electronic device 10 E
- the electronic device 10 may include a transceiver 28 .
- FIG. 7 depicts a schematic block diagram of an embodiment of a transmitter 50 within the transceiver 28 , which may be disposed within a modem (not shown) of the electronic device 10 .
- the transmitter 50 is separate from the receiver within the transceiver 28 , but in some embodiments, the transceiver 28 may include a transmitter 50 and a receiver combined into a single unit.
- FIG. 7 may include hardware elements (including circuitry), software elements (including computer code stored on a computer-readable medium) or a combination of both hardware and software elements. It should also be noted that FIG. 7 is merely one example of a particular implementation and is intended to illustrate the types of components that may be present in the transmitter 50 . As such, functional blocks may be added or omitted, and their arrangement within the transmitter 50 may be modified.
- the transmitter 50 may include a number of multiple-input, multiple-output (MIMO) transmitters 52 (e.g., 52 A, 52 B). More specifically, the transmitter 50 may include a number of MIMO transmitters 52 that are each implemented to concurrently transmit a respective data signal within the same frequency band via a respective antenna 54 .
- MIMO transmitters 52 e.g., 52 A, 52 B
- the transmitter 50 may include a number of MIMO transmitters 52 that are each implemented to concurrently transmit a respective data signal within the same frequency band via a respective antenna 54 .
- a first MIMO transmitter 52 A may be implemented to wirelessly transmit a first data signal via a first antenna 54 A
- a second MIMO transmitter 52 B may be implemented to wirelessly transmit a second data signal in the same frequency band as the first data signal via a second antenna 54 B.
- each MIMO transmitter 52 may include logic and/or circuitry suitable to prepare the respective data signals for transmission.
- the MIMO transmitters 52 may include digital transmitter circuitry 56 implemented to receive and/or identify a digital signal to be wirelessly transmitted.
- the MIMO transmitters 52 may include a digital pre-distortion (DPD) and envelope tracking (ET) engine 58 .
- the DPD and ET engine 58 may apply a gain to the signal identified by the digital transmitter circuitry 56 .
- the DPD and ET engine 58 may apply gain to the signal so that the amplitude of an output signal of the DPD and ET engine 58 is within a suitable operating range of the circuitry that may receive the output signal of the gain control element 60 as an input. More specifically, the DPD and ET engine 58 may apply distortion to the signal to offset distortion (e.g., gain and/or phase distortion) that the power amplifier 64 may introduce. That is, for example, the DPD and ET engine 58 may introduce distortion intended to have the opposite effect on the signal compared to the distortion (e.g., gain and/or phase distortion) the power amplifier 64 may introduce, as described in greater detail below.
- offset distortion e.g., gain and/or phase distortion
- a digital-to-analog converter (DAC) 62 may convert the output of the DPD and ET engine 58 and/or the gain control element 60 from a digital signal to an analog signal to prepare the signal for transmission across an analog channel (e.g., air).
- the power amplifier 64 may receive the output of the DAC 62 and may amplify the analog signal for transmission across a channel.
- a mixer may receive the output of the DAC 62 as an input and adjust (e.g., shift) the frequency of the analog signal to a suitable frequency for the channel the analog signal will be transmitted on.
- the mixer may additionally or alternatively perform frequency modulation (FM) or amplitude modulation (AM) to modify the frequency or amplitude of the analog signal, respectively.
- the output of the mixer may then feed into an input of the power amplifier 64 for amplification suitable for signal transmission across a channel.
- each of the MIMO transmitters 52 may contain an envelope tracker 66 .
- the envelope tracker 66 may include suitable logic and/or circuitry, such as a dynamic voltage and/or current supply, to regulate the power supplied to the power amplifier 64 based at least in part on one or more characteristics (e.g., amplitude, envelope, and/or the like) of the signal identified at the digital transmitter circuitry 56 and/or the signal output by the DPD and ET engine 58 .
- the DPD and ET engine 58 may provide information related to the one or more characteristics of a signal to the envelope tracker 66 , and the envelope tracker 66 may control the amplification applied at the power amplifier 64 to the signal based in part on the received information.
- the MIMO transmitters 52 may each include a feedback receiver path 68 .
- the MIMO transmitters 52 may use the feedback receiver path 68 to capture information related to the signal transmitted at the antenna 54 .
- the load 70 e.g., impedance
- the load 70 applied to the transmission path 72 and/or the feedback receiver path 68 may be selected to receive data at the feedback receiver path 68 while minimizing the reflected power and/or maximizing the forward power of the transmission path 72 .
- the load 70 applied to the transmission path 72 and/or the feedback receiver path 68 may be relatively low (e.g., 50 ohms).
- the feedback receiver path 68 may include a switch 74 , which may route the signal output by the power amplifier 64 to the feedback receiver path 68 and/or the transmission path 72 (e.g., the antenna 54 ).
- the feedback receiver path 68 may include an analog-to-digital converter (ADC) 76 .
- the ADC 76 may convert the signal routed by the switch 74 to the feedback receiver path 68 from an analog signal suitable to be output over an analog channel (e.g., air) at the antenna 54 to a digital signal.
- a gain control element 60 may then adjust the gain of the digital signal so that the digital signal may be processed by digital signal processing (DSP) circuitry 78 .
- the DSP circuitry 78 may include logic and/or circuitry suitable to determine the distortion (e.g., gain and/or phase distortion) introduced by the power amplifier 64 such that the DPD and ET engine 58 may offset this distortion, as discussed above.
- the DSP circuitry 78 , the feedback receiver path 68 , and/or the DPD and ET engine 58 may mitigate distortion (e.g., gain and/or phase distortion) caused by the power amplifier 64 in the signals transmitted by the antenna 54
- the signals may be susceptible to several types of noise and/or distortion. More specifically, because each of the first MIMO transmitter 52 A and the second MIMO transmitter 52 B may concurrently transmit a respective signal in the same frequency band, the transmitted signals may include intermodulation products (e.g., cross-modulation products and/or nonlinear interference).
- the antennas 54 of the MIMO transmitters 52 which may be disposed proximate to one another in the electronic device 10 , may become coupled together.
- the first antenna 54 A may receive the second signal transmitted by the second MIMO transmitter 52 B.
- the second antenna 54 B may receive the first signal transmitted by the first MIMO transmitter 52 A.
- the second signal may propagate to the power amplifier 64 .
- the power amplifier 64 may have finite reverse intermodulation distortion, which may mix the second signal (e.g., a coupled signal) and the input signal received from the DAC 62 (e.g., the signal to be transmitted at the first antenna 54 A).
- the power amplifier 64 may cross-modulate the second signal (e.g., the coupled signal) and the input signal received from the DAC 62 , which may result in a transmitted signal having intermodulation products and may degrade the adjacent channel leakage ratio (ACLR) and the error vector magnitude (EVM) of the first MIMO transmitter 52 A and/or the transmitter 50 .
- the first signal may propagate to the power amplifier 64 , where the first signal and the input signal received from the DAC 62 may become cross-modulated.
- the adjacent channel leakage ratio (ACLR) and the error vector magnitude (EVM) of the second MIMO transmitter 52 B may also degrade as a result of antenna coupling with the first antenna 54 A.
- any suitable nonlinear element (e.g., circuitry) in the MIMO transmitters 52 may cross-modulate the signals.
- the performance degradation e.g., ACLR and/or EVM degradation
- the power amplifier 64 may operate in an envelope tracking (ET) mode.
- ET mode the power amplifier 64 may apply nonlinear gain to input signals, as the power amplifier 64 may operate in constant compression (e.g., gain compression).
- the power amplifier 64 may apply more linear gain to the input signals.
- the effects of the cross-modulation may be more apparent (e.g., the performance degradation may increase) in an electronic device 10 with a power amplifier 64 operating in ET mode than in an electronic device 10 with a power amplifier 64 operation in another mode of operation.
- the cross-modulated signals are described as being concurrently transmitted, it may be appreciated that a delay may exist between the start of the transmission of the first signal and the start of the transmission of the second signal or vice versa and/or that a delay may exist between the end of the transmission of the first signal and the end of the transmission of the second signal or vice versa.
- the transmitter 50 may include a multiple-input, multiple-output intermodulation distortion (MIMO IMD) cancellation block 90 , as shown in FIG. 8 .
- the MIMO IMD cancellation block 90 may include circuitry and/or logic to determine the mixing products (e.g., the cross-mixing and/or intermodulation products) in each of a first transmission signal transmitted at the first antenna MA and a second transmission signal transmitted at the second antenna MB.
- the MIMO IMD cancellation block 90 may receive the first transmission signal received at the feedback receiver path 68 of the first MIMO transmitter 52 A and may receive the second transmission signal received at the feedback receiver path 68 of the second MIMO transmitter 52 B. Further, the MIMO IMD cancellation block 90 may receive the first signal expected to be output at the antenna MA (e.g., an expected first signal) from the first MIMO transmitter 52 A if mixing products resulting from a respective coupled signal were not present and may receive the second signal expected to be output at the antenna MB (e.g., an expected second signal) from the second MIMO transmitter 52 B if mixing products from a respective coupled signal were not present.
- the antenna MA e.g., an expected first signal
- the MIMO IMD cancellation block may determine the mixing products present in each of the first transmission signal (e.g., a distorted version of the expected first signal) and the second transmission signal (e.g., a distorted version of the expected second signal), as described in greater detail below. Moreover, the MIMO IMD cancellation block 90 may provide the inverse of the identified mixing products in the first transmission signal to the first MIMO transmitter 52 A and may provide the inverse of the identified mixing products in the second transmission signal to the second MIMO transmitter 52 B.
- the MIMO transmitters 52 may cancel the respective mixing products from the expected signals (e.g., the expected first signal, the expected second signal) to offset the distortion later included in the transmission signals (e.g., the first transmission signal, the second transmission signal) due to cross-modulation.
- the transmitter 50 may meet and/or exceed the standards of the 3rd Generation Partnership Project (3GPP), such as a certain ACLR and/or EVM, by using the MIMO IMD cancellation block 90 during UL-MIMO, which may facilitate use of a 5G and/or LTE network.
- 3GPP 3rd Generation Partnership Project
- the MIMO IMD cancellation block 90 may determine the mixing-products present in a signal transmitted by the first MIMO transmitter 52 A using a simplified Volterra model (e.g., a Volterra series). Generally, using the simplified Volterra model, the MIMO IMD cancellation block 90 may determine a set of weight factors (e.g., coefficients) and may determine the mixing products that may result from an expected signal (e.g., a signal to be transmitted at the first antenna MA) and an expected coupled signal (e.g., a signal expected to be transmitted at the second antenna MB) based on the set of weight factors, the expected signal, and the expected coupled signal.
- a set of weight factors e.g., coefficients
- the MIMO IMD cancellation block 90 may include a training engine 92 , which may be used to calculate the set of weight factors, and a mixing product calculation and scaling block 94 , which may be used to calculate the mixing products.
- portions of the first MIMO transmitter 52 A and the second MIMO transmitter 52 B are omitted and certain functional blocks (e.g., gain control element 60 , DAC 62 , envelope tracker 66 , power amplifier 64 ) are represented by a transceiver and radio-frequency (RF) front-end block 96 in the illustrated embodiment.
- the MIMO transmitters 52 may include each of the components described herein and/or illustrated in FIG. 8 .
- the components of the transmitter 50 described herein may remain unchanged (e.g., may operate the same) in FIGS. 8 and 9 , even with the addition of the MIMO IMD cancellation block 90 .
- the MIMO IMD cancellation block 90 may be communicatively coupled via input and/or output circuitry (e.g., wiring and/or interconnects) to the first MIMO transmitter 52 A and/or the second MIMO transmitter 52 B at the digital transmitter circuitry 56 , at an adder of the digital transmitter circuitry 56 , at the feedback receiver path 68 , at the DSP circuitry 78 , and/or the like, as illustrated in FIGS. 8 and 9 .
- input and/or output circuitry e.g., wiring and/or interconnects
- x 1 (n) represents the expected first signal of the first MIMO transmitter 52 A (e.g., the expected signal)
- x 2 (n) represents the expected second signal of the second MIMO transmitter 52 B, which represents an expected coupled signal relative to the expected first signal.
- y c1 (n) represents the mixing products (e.g., interference) predicted to be present in the first transmission signal (b 1 (n)) transmitted at the first antenna 54 A as a result of antenna coupling with the second antenna 54 B.
- y c2 (n) represents the mixing products (e.g., interference) predicted to be present in the second transmission signal (b 2 (n)) transmitted at the second antenna 54 B as a result of antenna coupling with the first antenna 54 A.
- the second transmission signal (b 2 (n)) may additionally represent a coupled transmission relative to the first transmission signal (b 1 (n)). Accordingly, y 1 (n) represents an updated (e.g., modified) first signal, which may include the inverse of the mixing products ( ⁇ y c1 (n)) injected into the expected first signal, and y 2 (n) represents an updated (e.g., modified) second signal, which may include the inverse of the mixing products ( ⁇ y c2 (n)) injected into the expected second signal.
- y 1 (n) represents an updated (e.g., modified) first signal, which may include the inverse of the mixing products ( ⁇ y c1 (n)) injected into the expected first signal
- y 2 (n) represents an updated (e.g., modified) second signal, which may include the inverse of the mixing products ( ⁇ y c2 (n)) injected into the expected second signal.
- H 1 may represent a first set of weight factors, which may correspond to mixing product scaling factors for the mixing products predicted to be present in the first transmission signal
- H 2 may represent a second set of weight factors, which may correspond to mixing product scaling factors for the mixing products predicted to be present in the second transmission signal.
- x 1 (n) represents the expected first signal of the first MIMO transmitter 52 A (e.g., the expected signal)
- x 2 (n) represents the expected second signal of the second MIMO transmitter 52 B (e.g., the expected coupled signal)
- y 3c (n) represents the mixing products resulting from third order nonlinearity of the expected signal and the expected coupled signal
- * represents the conjugate function
- h i,j represents the set (e.g., vector) of weight factors, where i corresponds to the harmonic order and j corresponds to the coefficient order of each weight factor.
- the first expected signal (x 1 (n)) and/or the expected coupled signal (x 2 (n)) may represent narrowband modulated signals represented by complex envelope notation in discrete time.
- the first expected signal (x 1 (n)) and/or the expected coupled signal (x 2 (n)) may be sampled by the MIMO IMD cancellation block 90 and/or the transmitter 50 at a rate twice the Nyquist rate or greater of the channel bandwidth and/or of the signals (e.g., the first expected signal, the expected coupled signal, the transmission signals, and/or the like) to be represented in discrete time.
- the respective harmonics of the signals in the evolved universal terrestrial radio access (E-UTRA) ACLR1 (e.g., LTE) zone may be captured.
- the expected coupled signal (x 2 (n)) may be much weaker than the expected signal (x 1 (n)). More specifically, the coupled transmission signal (b 2 (n)) may be much weaker than the first transmission signal (b 1 (n)) at the first antenna MA. Accordingly, the weights h 3,3 and h 3,4 may be neglected to simplify the equation. Moreover, in practice, the expected coupled signal (x 2 (n)) may be delayed and filtered before it reaches a nonlinear element (e.g., the power amplifier 64 ) in the transmitter 50 .
- a nonlinear element e.g., the power amplifier 64
- a memory term (m) may be introduced to terms involving the expected coupled signal (x 2 (n)), and in some embodiments, the memory term (m) may be ignored for the expected signal (x 1 (n)) for simplicity.
- the equation to determine the mixing products may be re-expressed as:
- the memory depth may be set based in part on the length of the delay in the expected coupled signal (x 2 (n)), which may be estimated based in part on the structure of the second MIMO transmitter 52 B and/or determined experimentally. Additionally or alternatively, the memory depth may be set to capture a certain number of samples of the expected coupled signal (x 2 (n)).
- a linear coupled transmission signal (b 2 (n)) term (e.g., a second order term) may be present at the output of the first MIMO transmitter 52 A. Accordingly, the total interference (mixing products) to be reduced and/or cancelled may be estimated by the equation:
- y c ⁇ 1 ⁇ ( n ) ⁇ ⁇ M - 1 m 0 ⁇ h 1 , 1 ⁇ ( m ) ⁇ x 2 ⁇ ( n - m ) + h 3 , 1 ⁇ ( m ) ⁇ ⁇ x 1 ⁇ ( n ) ⁇ 2 ⁇ x 2 ⁇ ( n - m ) + h 3 , 2 ⁇ ( m ) ⁇ x 1 2 ⁇ ( n ) ⁇ x 2 * ⁇ ( n - m ) , where the inverse of the total interference signal ( ⁇ y c1 (n)) may be output from the mixing product calculation and scaling block 94 such that adding the expected signal with the output of the mixing product calculation and scaling block 94 may offset (e.g., reduce) distortion introduced by cross-modulation during transmission of the first transmission signal (b 1 (n)).
- the updated signal (y 1 (n)) output by the DPD and ET engine 58 may represent the expected first signal with the inverse of the total interference signal injected and adjusted with digital pre-distortion to offset distortion of the power amplifier 64 , as discussed above.
- the power amplifier 64 may amplify the updated signal (y 1 (n)) to produce the first transmission signal (b 1 (n)), which may include cross-modulation products resulting from the second transmission signal (b 2 (n)) (e.g., a coupled transmission signal) and may be output by the first antenna 54 A.
- the total interference signal (y c1 (n)) may also be expressed as the product of a vector, H (e.g., H 1 , H 2 ), which may include the set of weight factors, h i,j (m), and a basis function ( ⁇ ).
- H e.g., H 1 , H 2
- h 3,2 (M)] T and the basis function ( ⁇ ) corresponding to the first transmission signal, may be represented by the 1 ⁇ 3M vector, [x 2 (n),x 2 (n ⁇ 1), . . . , x 2 (n ⁇ M), +
- the training engine 92 may solve for the set of weight factors (H) using a normalized least mean squares and/or a recursive least square algorithm.
- the training engine 92 may calculate the set of weight factors with a regular periodicity (e.g., every millisecond (ms), every 5 ms, every 10 ms, and/or the like) and/or in response to certain conditions (e.g., a change in frequency, power, and/or the like) in the transmitter 50 and/or the electronic device 10 , as described in greater detail below. Accordingly, the training engine 92 and/or the MIMO IMD cancellation block 90 may store the most recently calculated set of weight factors in a storage location, such as memory 14 , nonvolatile storage 16 , and/or a look up table (LUT), and may update the stored values of the set of weight factors after subsequent calculations of the set of weight factors.
- a regular periodicity e.g., every millisecond (ms), every 5 ms, every 10 ms, and/or the like
- certain conditions e.g., a change in frequency, power, and/or the like
- the mixing product calculation and scaling block 94 may receive and/or retrieve the set of weight factors from the storage location.
- the storage location may be initialized (e.g., calibrated) with an initial set of weight factors, which the MIMO and IMD cancellation block 90 may use to adjust an initial expected first signal when a first transmission signal is not available (e.g., captured) and/or has not been transmitted at the first antenna MA yet.
- the initial set of weight factors may include one or more non-zero weight factors.
- equations described above with reference to FIG. 9 are described in the context of the first MIMO transmitter 52 A.
- the expected second signal (x 2 (n)) is described herein as an expected coupled signal relative to the expected first signal.
- the predicted mixing products (y c1 (n)) are determined to be injected into the first expected signal (x 1 (n)).
- the first expected signal (x 1 (n)) may be described as an expected coupled signal with respect to the second expected signal (x 2 (n)). Accordingly, the techniques described herein may be applied to predict and cancel the cross-modulation products in the second MIMO transmitter 52 B.
- the techniques may be extended to include the cross-modulation and/or distortion contributed by the additional transmission signals. Additionally or alternatively, the techniques may be extended to include higher order cross-modulation product harmonics and/or may rely on an alternative model.
- embodiments described herein are intended to be illustrative and not limiting.
- FIG. 10 a flow chart of a method 150 for operating the transmitter 50 in an UL-MIMO mode while minimizing the presence of mixing products in signal transmissions is shown, in accordance with embodiments described herein.
- the description of the method 150 is described in a particular order, which represents a particular embodiment, it should be noted that the method 150 may be performed in any suitable order, and steps may be added or omitted.
- the transmitter 50 may prepare expected signals for transmission (process block 152 ). More specifically, the transmitter 50 may prepare a respective expected signal at each of the MIMO transmitters 52 included in the transmitter 50 for simultaneous transmission in the same frequency band. For example, the first MIMO transmitter 52 A may determine and/or receive the first expected signal (x 1 (n)) using the digital transmitter circuitry 56 . Further, the second MIMO transmitter 52 B may determine and/or receive the second expected signal (x 2 (n)) in the same frequency band as the first expected signal using the digital transmitter circuitry 56 .
- the transmitter 50 may additionally calculate (e.g., predict) the cross-modulation products that may be introduced to the expected signals (e.g., the first expected signal, the second expected signal) during transmission (process block 154 ).
- the MIMO IMD cancellation block 90 of the transmitter may calculate (e.g., estimate) the mixing products for each of the expected signals based in part on the expected signals and their respective expected coupled signals.
- the MIMO IMD cancellation block 90 may use the expected first signal and the second expected signal (e.g., an expected coupled signal relative to the expected first signal).
- the MIMO IMD cancellation block 90 may use the expected first signal and any suitable number of expected coupled signals, which may each correspond to an expected signal to be simultaneously transmitted along with the expected first signal at another MIMO transmitter 52 proximate to the first MIMO transmitter 52 A (e.g., within the transmitter 50 and/or within the electronic device 10 ). Further, in some embodiments, the MIMO IMD cancellation block 90 may predict the mixing products using a simplified Volterra model.
- the transmitter 50 may also weight (e.g., scale) each cross-modulation product and calculate the inverse of the result (process block 156 ). As described in greater detail below, the transmitter 50 may determine a set of weight factors (e.g., coefficients) to scale the cross-modulation products according to their respective contribution to the distortion of the transmission signal using the MIMO IMD cancellation block 90 . In some embodiments, for example, the training engine 92 of the MIMO IMD cancellation block may calculate the set of weight factors (H 1 ) based in part on the signal transmitted by the first MIMO transmitter 52 A (e.g., the first transmission signal), which may include intermodulation product distortion.
- the first MIMO transmitter 52 A e.g., the first transmission signal
- the training engine 92 of the MIMO IMD cancellation block may calculate the set of weight factors (H 2 ) based in part on the signal transmitted by the second MIMO transmitter 52 B (e.g., the second transmission signal), which may also include intermodulation product distortion.
- the transmitter 50 may determine the set of weight factors with a certain periodicity and/or in response to a certain event and/or device condition.
- the transmitter 50 may calculate the inverse of the scaled cross-modulation products (e.g., ⁇ y c1 (n), ⁇ y c2 (n)) such that the inverse of the scaled cross-modulation products may be injected to the respective expected signals (process block 158 ).
- the MIMO transmitters 52 may receive respective inverse scaled cross-modulation products from the MIMO IMD cancellation block 90 .
- the MIMO transmitters 52 may then add the respective inverse of the scaled cross-modulation products to a respective expected signal to cancel the respective scaled cross-modulation products from the respective expected signal.
- the MIMO transmitters 52 may receive the respective scaled cross-modulation products from the MIMO IMD cancellation block 90 and may subtract these from a respective expected signal. In some cases, the MIMO transmitters 52 may perform additional signal adjustments (e.g., at the DPD and ET engine 58 ) to produce a respective updated signal (e.g., (y 1 (n)), (y 2 (n))) to be transmitted.
- additional signal adjustments e.g., at the DPD and ET engine 58
- a respective updated signal e.g., (y 1 (n)), (y 2 (n)
- the transmitter 50 may then transmit signals (process block 160 ).
- the updated signal e.g., (y 1 (n), (y 2 (n))
- the transmitter 50 may transmit a first transmission signal (b 1 (n)) at the first antenna 54 A via the first MIMO transmitter 52 A.
- the transmitter 50 may transmit a second transmission signal (b 2 (n)) at the second antenna 54 B via the second MIMO transmitter 52 B.
- the distortion introduced in the transmission signals due to cross-modulation products may be reduced.
- the error between an expected signal and the corresponding transmission signal may be minimized compared to a transmission signal prepared from the expected signal using other techniques.
- the transmitter 50 may perform the method 150 in real-time. That is, for example, the transmitter 50 may continue to calculate updated cross-modulation products as additional expected signals are prepared for transmission and may continue to inject the inverse of the scaled updated cross-modulation products into the additional expected signals. Accordingly, the method 150 and/or a portion of the method 150 may be repeated any suitable number of instances. However, in some embodiments, the transmitter 50 may be implemented to perform the method 150 when operating in an UL-MIMO mode.
- FIG. 11 a flow chart of a method 200 for calculating (e.g., training) the set of weight factors (H) used to scale the cross-modulation products, as described above with reference to process block 156 , is illustrated.
- the method 200 may be used with a regular periodicity (e.g., every millisecond (ms), every 5 ms, every 10 ms, and/or the like) and/or in response to certain conditions (e.g., a result of the error function, a change in frequency, power, and/or the like) in the transmitter 50 and/or the electronic device 10 .
- a regular periodicity e.g., every millisecond (ms), every 5 ms, every 10 ms, and/or the like
- certain conditions e.g., a result of the error function, a change in frequency, power, and/or the like
- the description of the method 200 is described in a particular order, which represents a particular embodiment, it should be noted that the method 200 may be performed
- the transmitter 50 may capture the signals transmitted at the antennas 54 (e.g., the transmission signals) (process block 202 ). More specifically, the feedback receiver paths 68 of each of the MIMO transmitters 52 may route the respective transmission signals to the MIMO IMD cancellation block 90 . Accordingly, for the embodiment illustrated in FIG. 9 , the training engine 92 of the MIMO cancellation block 90 may receive the first transmission signal (b 1 (n)) from the feedback receiver path 68 of the first MIMO transmitter 52 A and may receive the second transmission signal (b 2 (n)) from the feedback receiver path 68 of the second MIMO transmitter 52 B.
- the MIMO cancellation block 90 of the transmitter 50 may then compare the captured signals (e.g., the transmission signals) with corresponding expected signals (process block 204 ). For example, the training engine 92 may determine the difference between an expected signal and the resulting transmission signal, which may correspond to the error signal (e) (e.g., error function), as described above. Using this comparison, the transmitter 50 may then determine the set of weight factors corresponding to the cross-modulation product terms for each expected signal (process block 206 ). In some embodiments, for example, the MIMO IMD cancellation block 90 may determine the set of weight factors based in part on both the cross-modulation product terms and the comparison (e.g., the error signal). As described above, the determined set of weight factors may then be used to scale predicted cross-modulation products.
- the error signal e.g., error function
- the method 200 may be repeated any suitable number of instances.
- the method 200 may be repeated at regular intervals (e.g., every millisecond (ms), every 5 ms, every 10 ms, and/or the like).
- the interval may be selected to minimize an impact on the power consumption of the electronic device 10 and/or to minimize the intermodulation products present in a signal transmitted by the transmitter 50 .
- a smaller interval may reduce the intermodulation products present in the transmitted signal (e.g., reduce the result of the error function), as the set of weight factors may be determined more regularly.
- the smaller interval may increase the power consumption of the electronic device, as the calculations involved in the method 200 are performed more frequently.
- the method 200 may additionally or alternatively be performed based in part on a certain event and/or device condition (e.g., frequency, power, and/or the like).
- the transmitter 50 may perform the method 200 during a high-power mode of the electronic device 10 and may not update the set of weight factors during a lower-power mode of the electronic device 10 .
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Abstract
Description
y 3c(n)=h 3,1 |x 1(n)|2 x 2(n)+h 3,2 x 1 2(n)x 2 *(n)+h 3,3 x 1 *(n)x 2 2(n)+h 3,4 x 1(n)|x 2(n)|2,
where, as illustrated in
where M represents the memory depth. In some embodiments, the memory depth may be set based in part on the length of the delay in the expected coupled signal (x2 (n)), which may be estimated based in part on the structure of the
where the inverse of the total interference signal (−yc1(n)) may be output from the mixing product calculation and scaling
y c1(n)=H·Φ,
where H1 may be represented by the 3M×1 vector,
[h1,1(1),h1,1(2), . . . h1,1(M),h3,1(1), . . . h3,1(M),h3,2(1), . . . h3,2(M)]T, and the basis function (Φ) corresponding to the first transmission signal, may be represented by the 1×3M vector, [x2(n),x2(n−1), . . . , x2(n−M), +|x1(n)|2x2(n), . . . , |x1(n)|2x2(n−M), x1 2(n)x2*(n), . . . , x1 2(n)x2*(n−M)]. Accordingly, the MIMO
A·H=e 1,
where A represents a matrix:
where N represents a certain number (e.g., 2000), and e1 represents the error function:
e 1(n)=b 1(n)−x 1(n).
Accordingly, the
Claims (20)
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| US10985951B2 (en) | 2019-03-15 | 2021-04-20 | The Research Foundation for the State University | Integrating Volterra series model and deep neural networks to equalize nonlinear power amplifiers |
| CN115642966B (en) * | 2021-07-19 | 2025-06-06 | 华为技术有限公司 | Passive intermodulation signal detection method and device |
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